Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "54" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 222 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 216 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.083268 | -0.638909 | -0.584250 | -1.099520 | 0.027378 | -1.049313 | -1.367916 | -1.162920 | 0.7696 | 0.7636 | 0.2368 | 14.752073 | 12.130395 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.333095 | -0.725412 | 0.310379 | -1.130935 | -0.134716 | -1.612583 | -0.497479 | -1.184953 | 0.6916 | 0.6789 | 0.2241 | 6.671007 | 6.038527 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.497292 | -0.532793 | -0.126629 | -0.732934 | -0.280935 | -0.400851 | -1.942491 | 0.027036 | 0.0553 | 0.0473 | 0.0013 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 358.493172 | 358.420129 | inf | inf | 90.903697 | 97.981741 | 1112.786850 | 1198.907212 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459590 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 362.396275 | 362.434010 | inf | inf | 32.011166 | 36.284341 | 212.266864 | 220.975304 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.007197 | -0.824147 | 0.335621 | -1.130810 | -0.480257 | -1.006080 | -0.671720 | -1.184248 | 0.6721 | 0.6561 | 0.2427 | 7.259142 | 6.473605 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.702558 | -0.545707 | 0.055523 | -1.207241 | 0.896677 | -1.247712 | 0.282407 | -0.771242 | 0.7437 | 0.7233 | 0.2034 | 12.496200 | 9.777752 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.902438 | -0.518099 | 3.608550 | 3.139501 | -23.333991 | -23.858603 | -4.675000 | -4.393628 | nan | nan | nan | 72.777754 | 51.307405 |
| 2459586 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.750118 | -0.789526 | -0.019034 | -0.874487 | 0.519154 | -1.219772 | 0.784950 | -0.953468 | 0.6021 | 0.6098 | 0.3113 | 4.399654 | 4.319322 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.403343 | -1.226839 | 1.041781 | -0.161178 | 0.260390 | -0.421404 | -0.673812 | 1.928607 | 0.0466 | 0.0554 | 0.0041 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.943340 | 3.779565 | 1.432489 | 0.603401 | 5.224406 | 4.208218 | 39.216901 | 36.173157 | 0.5582 | 0.5687 | 0.3205 | 3.352212 | 0.000000 |
| 2459583 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.353457 | -0.448289 | 1.191895 | -0.734838 | 1.267814 | -0.959011 | 0.869417 | -0.490360 | 0.5942 | 0.6061 | 0.3357 | 4.381988 | 4.272975 |
| 2459582 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 296.822411 | 296.682450 | inf | inf | 11458.727415 | 11415.534915 | 6068.092714 | 6059.196669 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459581 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.838713 | -0.648474 | 1.290089 | -0.906363 | 1.873483 | -0.981636 | 0.656609 | -0.702362 | 0.6073 | 0.6128 | 0.3324 | 5.905324 | 4.988176 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.358046 | -0.593439 | 0.801056 | -0.765998 | 1.226263 | -0.895781 | -0.332467 | -0.941946 | 0.6001 | 0.6125 | 0.3331 | 5.563101 | 4.988400 |
| 2459579 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.799988 | -0.112046 | 1.187913 | -0.353850 | 1.760351 | -1.009139 | 0.225644 | -0.569888 | 0.5882 | 0.6060 | 0.3358 | 5.636368 | 5.039970 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -1.014520 | 0.104337 | -0.401995 | -0.619592 | 0.596669 | -0.299047 | 0.186546 | 0.193339 | 0.0569 | 0.0608 | 0.0041 | nan | nan |
| 2459577 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.757274 | -0.346080 | 0.861575 | -0.684185 | 1.675449 | -1.005450 | 1.489004 | -0.510299 | 0.6051 | 0.6139 | 0.3315 | 6.551333 | 5.435774 |
| 2459576 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.400677 | -0.397957 | 0.660520 | -0.136904 | 1.961622 | -0.809098 | 0.489256 | -0.699959 | 0.6160 | 0.6233 | 0.3359 | 5.379612 | 5.032873 |
| 2459575 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.252575 | -0.461330 | 0.675436 | -0.416048 | 1.355888 | -1.332932 | 0.956786 | -0.515112 | 0.7036 | 0.6956 | 0.2998 | 2.210888 | 2.220921 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.544918 | -0.323666 | 0.631915 | -0.447720 | 1.565226 | -0.731083 | -0.019761 | -0.667888 | 0.6205 | 0.6268 | 0.3336 | 4.860701 | 4.333811 |
| 2459573 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.459235 | -0.338615 | 1.460321 | -0.719122 | 2.078178 | -1.470394 | -0.245074 | -0.508336 | 0.6128 | 0.6191 | 0.3406 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.214996 | -0.614884 | 0.549391 | -0.353936 | 0.988684 | -0.980773 | 0.483606 | -0.487674 | 0.6167 | 0.6224 | 0.3376 | 8.287329 | 6.581349 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.689667 | 0.093531 | -0.702379 | -0.690647 | -0.285005 | -1.092130 | 0.185687 | 0.313549 | 0.0613 | 0.0806 | 0.0073 | nan | nan |
| 2459570 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.257945 | -0.039310 | 1.041701 | 0.349576 | 1.148919 | 0.827606 | 0.640832 | 0.666972 | 0.6249 | 0.6404 | 0.3128 | 34.318663 | 23.419963 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.043918 | -0.381698 | 0.802795 | -0.514322 | 0.420652 | -0.728992 | 0.731749 | -0.652881 | 0.7331 | 0.7303 | 0.1988 | 6.371660 | 5.386258 |
| 2459566 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.013641 | -0.419396 | 1.113971 | -0.558581 | 2.031001 | -0.906882 | 1.076830 | -0.129546 | 0.5990 | 0.6125 | 0.3518 | 0.000000 | 0.000000 |
| 2459565 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 137320.428719 | 127536.465420 | 4248046.013608 | 4422252.038733 | nan | nan | -5.052525 | -5.052525 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.676654 | 1.460696 | 0.723844 | 1.204498 | -1.167177 | -0.917011 | -1.015351 | -1.374029 | 0.6187 | 0.6191 | 0.3340 | 3.782625 | 3.075502 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.824594 | 5.162333 | 19.178194 | 20.626067 | 8.520492 | 12.406403 | -1.443395 | -1.855541 | 0.6103 | 0.6105 | 0.3427 | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.095535 | 0.594826 | -0.127508 | 0.134062 | -1.745842 | -1.273460 | -1.215350 | -1.332926 | 0.6165 | 0.6207 | 0.3384 | 3.935980 | 3.186897 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.223583 | 1.177667 | 0.345929 | 0.728023 | -1.537672 | -0.817991 | -1.997652 | -2.233535 | 0.6246 | 0.6305 | 0.3378 | 4.717273 | 4.483624 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.391280 | 1.486160 | 0.543906 | 0.989463 | -0.954724 | 0.044219 | -1.378445 | -1.565489 | 0.6203 | 0.6258 | 0.3315 | 3.418567 | 2.911752 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 3.952303 | 5.426899 | 10.295599 | 10.743970 | 8.936222 | 12.344524 | -0.691863 | -1.833296 | 0.6103 | 0.6127 | 0.3382 | 4.665740 | 3.996555 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0917 | 0.1142 | 0.0198 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.290687 | 5.736768 | 10.770729 | 11.107343 | 8.570160 | 11.089147 | -2.562058 | -3.322141 | 0.6161 | 0.6211 | 0.3266 | 5.434102 | 4.488090 |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6106 | 0.6160 | 0.3329 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.220708 | 6.353673 | 14.105331 | 15.489664 | 13.503749 | 17.410567 | 0.409494 | -0.042145 | 0.6304 | 0.6266 | 0.3382 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.280478 | 1.110458 | 0.212480 | 0.680016 | -1.904918 | -0.597505 | -1.608627 | -1.986970 | 0.6213 | 0.6209 | 0.3300 | 4.058465 | 3.303844 |
| 2459550 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0643 | 0.0820 | 0.0152 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.096745 | 5.223927 | 10.279577 | 11.285202 | 9.039770 | 12.199246 | 0.224318 | -2.072083 | 0.6163 | 0.6222 | 0.3365 | 3.821811 | 4.093603 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 4.961355 | 5.334099 | 20.919487 | 22.640201 | 0.203450 | 0.801446 | -1.276132 | -1.911582 | 0.6762 | 0.6813 | 0.3085 | 4.243783 | 3.733794 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.34% | 0.00% | 100.00% | 0.00% | 4.654236 | 4.411588 | 13.259992 | 13.278178 | 8.440985 | 10.264064 | 3.986205 | 3.508574 | 0.6783 | 0.6769 | 0.2836 | 2.203915 | 2.073446 |
| 2459540 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.604053 | 2.086851 | 1.715913 | 1.940219 | -0.206478 | -0.052563 | -0.577284 | -0.879853 | 0.6851 | 0.6811 | 0.3037 | 3.599159 | 3.151542 |
| 2459536 | RF_maintenance | 100.00% | 37.06% | 37.06% | 0.00% | 100.00% | 0.00% | 6.690081 | 8.198944 | 17.558702 | 18.678950 | 15.891048 | 17.718722 | -0.401757 | -3.747322 | 0.4074 | 0.4111 | 0.2119 | 1.640878 | 1.592624 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459534 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.166774 | 1.135744 | 0.204638 | 0.851374 | -1.030286 | -0.912829 | -0.482584 | -1.369006 | 0.0607 | 0.0739 | 0.0096 | 1.178990 | 1.177000 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 4.141580 | 5.669208 | 10.628535 | 11.559991 | 7.846994 | 11.248267 | -2.125523 | -2.259320 | 0.0557 | 0.0699 | 0.0081 | 1.149038 | 1.144517 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.187112 | 6.627324 | 14.111204 | 14.764750 | 10.794889 | 13.748016 | -1.331580 | -2.234871 | 0.0544 | 0.0664 | 0.0075 | 0.845599 | 0.839594 |
| 2459530 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.048111 | 1.038353 | 0.244298 | 0.634556 | -1.520556 | -0.525420 | -0.499853 | -1.329831 | 0.0603 | 0.0738 | 0.0104 | 1.177135 | 1.177000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.157274 | 6.887383 | 11.158916 | 12.385071 | 23.023774 | 21.155567 | -1.159651 | -1.210208 | 0.9095 | 0.9353 | 0.2921 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 4.670143 | 6.618210 | 15.342302 | 17.308589 | 9.280402 | 16.390278 | -4.093783 | -4.862819 | nan | nan | nan | 10.499490 | 11.640062 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.101931 | 5.570704 | 14.237040 | 14.760784 | 5.002619 | 14.554899 | -1.467644 | -2.573232 | 0.6955 | 0.6782 | 0.3082 | 2.851183 | 2.927918 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 4.126694 | 4.529433 | 5.242662 | 6.768838 | 6.607780 | 3.724780 | 8.188367 | 5.098558 | 0.0617 | 0.0740 | 0.0177 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 5.297158 | 7.300623 | 8.854197 | 9.413586 | 9.649171 | 8.478366 | 7.936496 | 10.516775 | 0.0496 | 0.0688 | 0.0042 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 288.712963 | 96.073889 | 166.232091 | 110.957650 | 146.608424 | 140.568220 | 1017.065191 | 692.322018 | 0.0068 | 0.0068 | 0.0070 | 1.130863 | 1.134746 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Temporal Discontinuties | 1.759347 | -0.146804 | -0.950582 | -0.248057 | 0.122695 | 0.767607 | -0.258269 | 1.759347 | -0.499350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 1.796928 | -0.159696 | -0.298322 | -0.410016 | 0.225624 | 1.796928 | -0.361399 | 0.335128 | 0.704611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 1.126476 | -0.847626 | 0.235478 | -1.233816 | 0.154115 | -0.427994 | 1.126476 | -0.306908 | 0.002460 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 0.492175 | 0.097372 | -0.600095 | 0.391140 | -0.929427 | 0.492175 | -0.558035 | 0.243960 | -0.323332 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 1.120070 | -0.286499 | -0.473216 | -0.538486 | -0.300342 | 1.120070 | -0.548997 | -0.428087 | 0.714241 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 1.281444 | -0.207382 | -0.201852 | -0.382524 | 0.112095 | 1.281444 | -0.132928 | -0.224776 | 0.457678 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 1.418199 | -0.334610 | -0.269912 | 0.491758 | -0.304991 | -0.486235 | 1.418199 | 0.539066 | 0.199759 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Temporal Discontinuties | 0.944886 | -0.555395 | 0.366196 | -1.021696 | 0.271187 | 0.226615 | 0.838701 | 0.944886 | 0.573816 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 1.008466 | 0.175456 | -0.774079 | 0.221419 | -0.881686 | 1.008466 | 0.228018 | -0.230430 | -0.310946 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 2.113649 | -0.435535 | -0.517295 | -0.239344 | 0.259873 | 2.113649 | 0.000754 | 0.018820 | 0.034625 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 2.089287 | -0.592761 | -0.810866 | -0.808125 | 0.020068 | -0.900169 | 0.278326 | 1.951592 | 2.089287 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 0.826647 | -0.450546 | -0.582300 | -0.031398 | -0.334390 | 0.826647 | -0.579045 | -0.313667 | 0.587119 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 0.876373 | -0.740846 | -0.317998 | 0.764521 | -0.389643 | -0.595348 | 0.876373 | -0.680836 | -0.330697 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 0.660016 | -0.737531 | -0.009475 | -0.941035 | 0.031472 | -0.982974 | 0.660016 | 0.047792 | 0.098536 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 3.826076 | -0.434631 | -0.003334 | -0.926951 | 0.401812 | -0.743483 | 3.826076 | -0.268624 | 0.948045 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Shape | 0.305819 | 0.305819 | -0.275450 | 0.179436 | -0.856463 | 0.164178 | -0.874362 | 0.205394 | -0.058652 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 0.769433 | -0.254361 | -0.601129 | -1.040500 | 0.348288 | -1.089153 | 0.236475 | 0.497707 | 0.769433 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Shape | 1.225219 | 0.062705 | 1.225219 | -0.850812 | 0.544545 | -0.671594 | -0.091490 | 0.285840 | 1.038188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Shape | 8.367626 | 8.367626 | 1.181455 | 1.215875 | -0.912208 | 1.264151 | -0.989025 | 0.651683 | -0.183748 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Shape | 5.646126 | 2.186515 | 5.646126 | 0.084287 | 1.221310 | -0.823660 | 1.866710 | 0.256043 | 4.195279 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 11.868236 | -0.037936 | 1.140105 | 0.289453 | 0.165181 | 0.153203 | 2.677005 | 0.316988 | 11.868236 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Power | 0.330175 | -0.193314 | -0.223213 | -1.079621 | 0.330175 | -0.563582 | -0.352864 | -0.145842 | -0.215072 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 4.873590 | -0.853320 | -0.473368 | -0.902544 | 0.055705 | 0.458901 | 1.749587 | 0.470434 | 4.873590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | Not Found | nn Temporal Discontinuties | 0.647104 | -0.311366 | -0.532589 | -0.005410 | -0.724358 | -0.144844 | -0.259560 | 0.647104 | 0.222458 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 12.547500 | 0.734332 | -0.587797 | 0.461553 | -1.099696 | 4.613635 | -0.085732 | 12.547500 | -0.323188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Temporal Discontinuties | 16.631079 | -1.015471 | -0.271845 | -0.643402 | 0.507661 | 1.121304 | 0.117858 | 16.631079 | 10.316789 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Power | 1.085044 | 0.018188 | -0.373537 | 1.085044 | -0.016378 | 0.447061 | -0.347239 | -0.413558 | -0.292378 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 3.529523 | 0.077282 | 0.005561 | 0.465841 | -0.697420 | 0.628863 | 0.176445 | 3.529523 | 0.693352 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 6.298748 | -0.772896 | 0.124437 | -0.764798 | 1.612226 | 1.524563 | -1.108342 | 1.708178 | 6.298748 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Temporal Discontinuties | 0.692021 | 0.312562 | -0.289340 | 0.359655 | 0.093451 | -0.516036 | -1.006891 | 0.692021 | -0.213340 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Variability | 0.047679 | -0.397325 | -0.359772 | 0.017099 | -0.680791 | 0.047679 | -0.848998 | -0.191995 | -0.172350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 1.796297 | -0.682973 | -1.060348 | -0.087183 | -0.747132 | -0.394587 | 0.096102 | 1.796297 | 0.094512 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 6.041220 | -0.731287 | -0.896233 | -0.329712 | -0.890071 | -0.083684 | -0.290897 | 6.041220 | 0.493731 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 6.513102 | -0.342634 | -0.799649 | 0.063501 | -0.772126 | -0.154375 | 0.302207 | 6.513102 | 0.159378 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Power | 0.240617 | -0.277534 | 0.124886 | 0.180422 | 0.240617 | -0.667578 | -1.187274 | 0.169233 | -0.408919 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 3.417424 | -0.773315 | -0.553091 | -0.885198 | -0.308964 | 0.564209 | -0.359118 | -0.158420 | 3.417424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 0.641200 | -0.236272 | -0.274841 | 0.010869 | -0.814055 | -0.067437 | 0.089855 | 0.641200 | -0.003789 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 6.827061 | -0.375532 | -0.388543 | -0.290391 | -0.814108 | 0.205479 | 0.460590 | 6.827061 | 0.540205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 8.115675 | -0.266362 | -0.541841 | 0.021665 | -0.864774 | 1.218788 | 0.999442 | 8.115675 | 1.353615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Power | 0.180764 | -0.000737 | -0.016238 | -0.276895 | 0.180764 | -0.523174 | -0.159888 | 0.025946 | 0.055012 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 4.691993 | -0.415897 | -0.584415 | -0.258368 | -0.840003 | 0.965568 | 0.108537 | 4.691993 | 0.047381 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Temporal Variability | 1.527333 | -0.629740 | -0.384624 | -0.773699 | 0.329732 | 1.527333 | 0.117527 | -0.042468 | 0.447017 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 1.193403 | -0.761739 | -0.504891 | -0.772332 | -0.006538 | -0.319632 | -0.279926 | -0.195473 | 1.193403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 2.376436 | -0.532700 | -0.362886 | -0.775853 | -0.149377 | 0.151640 | -0.269150 | 0.116966 | 2.376436 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Power | 0.261510 | 0.026787 | -0.210923 | 0.261510 | 0.002195 | -0.102961 | -0.251830 | -0.142641 | -0.442329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 1.214289 | -0.295838 | -0.662437 | 0.023245 | -0.750916 | -0.081665 | 0.049083 | 1.214289 | -0.170442 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | ee Shape | 0.013015 | -0.189903 | 0.013015 | -0.282901 | -0.256062 | -0.411706 | -0.879826 | -0.033645 | -0.300397 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 0.007557 | -0.523003 | -0.682645 | -0.675900 | -0.899508 | -1.028874 | -0.239284 | 0.007557 | -0.337854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | digital_ok | nn Temporal Discontinuties | 0.737196 | -0.468031 | -0.551945 | -0.914909 | -0.797859 | -0.453694 | 0.409912 | 0.737196 | -0.039556 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Shape | 0.292169 | 0.292169 | -0.091052 | 0.207033 | 0.186501 | -0.177336 | -0.092190 | -0.057201 | 0.270673 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Shape | 1.231081 | 1.175876 | 1.231081 | -0.541242 | -0.544949 | -1.313385 | -1.156233 | -3.455357 | -3.223358 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | nn Temporal Discontinuties | 1.290890 | -0.789692 | -0.692301 | 0.095703 | -0.654470 | 1.087656 | 0.650715 | 1.290890 | 0.757928 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Temporal Variability | 50.299844 | -1.116223 | -0.936300 | -0.073399 | -1.124502 | 39.224523 | 50.299844 | 42.419547 | 37.323801 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Temporal Discontinuties | 0.533261 | 0.289603 | -0.405822 | -0.012971 | -0.564008 | -0.260982 | -0.675402 | 0.533261 | -0.233408 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Shape | 0.495259 | -0.356541 | 0.495259 | 0.006657 | -0.695684 | -0.980782 | -0.109650 | -0.163284 | 0.343764 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Temporal Discontinuties | 27336.821227 | 6983.434878 | 6983.434878 | 6500.974707 | 6500.974707 | 5323.282815 | 5323.282815 | 27336.821227 | 27336.821227 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | nn Temporal Discontinuties | 5730.122975 | 1477.571037 | 1477.571037 | 1329.889068 | 1329.889068 | 1432.538887 | 1432.538887 | 5730.122975 | 5730.122975 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Temporal Discontinuties | 3160.750183 | 926.281594 | 926.281594 | 907.852599 | 907.852599 | 936.300218 | 936.300218 | 3160.750183 | 3160.750183 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | N04 | RF_maintenance | ee Shape | -0.105830 | -0.163301 | -0.105830 | -0.651841 | -0.121981 | -0.750215 | -0.401742 | -0.860896 | -0.598374 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | 0.815799 | 0.815799 | -0.363787 | 0.204163 | -0.596038 | -0.683724 | -0.352110 | -0.215179 | -0.406712 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | 0.987102 | 0.987102 | 0.908503 | -0.772315 | -0.164846 | -0.493314 | -0.676825 | -0.768320 | -0.411859 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 0.891576 | 0.424932 | -0.268906 | 0.088804 | -0.874448 | 0.746542 | 0.891576 | 0.161699 | -0.143996 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 2.941532 | 0.375102 | -0.434577 | -0.003754 | 2.782160 | 0.104768 | 2.941532 | 1.167113 | 0.682242 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Power | 2.395659 | 1.371849 | 1.272789 | 2.395659 | -0.638817 | nan | nan | -10.619603 | -10.340121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 11555.488229 | -0.072462 | 0.077055 | 1.245334 | 5.326379 | 11555.488229 | 10057.986988 | 74.960903 | 66.647118 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 2.739707 | -0.405133 | 0.088886 | 1.949969 | -0.501466 | 2.739707 | 1.039567 | 0.371417 | 2.626252 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 1.978431 | -0.252156 | -0.298156 | 1.978431 | -0.564406 | 1.014643 | -0.453632 | -0.255272 | 1.026414 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 2.549979 | -0.045989 | -0.243327 | -0.044596 | 2.549979 | -0.368433 | 2.026953 | -0.447425 | -0.236766 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 72.530523 | 23.952573 | 19.657486 | 72.530523 | 68.658459 | 18.244214 | 17.046642 | 3.665319 | 2.484367 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 60.374417 | 17.984660 | 22.040426 | 57.282263 | 60.374417 | 23.800100 | 22.238270 | 2.204245 | 3.129070 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 62.753204 | 23.983009 | 19.641877 | 62.753204 | 59.364684 | 14.963871 | 15.624862 | 2.591941 | 1.875567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 84.371662 | 22.995461 | 26.892191 | 80.566080 | 84.371662 | 30.121977 | 30.582938 | 3.475636 | 4.390379 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 62.673151 | 20.204596 | 16.997063 | 62.673151 | 59.209688 | 10.008337 | 10.659514 | 0.605723 | 0.357575 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 63.659330 | 27.017200 | 24.080825 | 63.659330 | 60.690647 | 36.785819 | 33.377787 | 10.516815 | 8.926517 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 1.763152 | -0.415327 | -0.192258 | 1.763152 | -0.751371 | 0.149968 | 1.319474 | 1.083749 | -0.352917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 2.634299 | -0.049833 | 0.461754 | -0.110627 | 2.634299 | -0.253585 | 2.533492 | -1.185702 | 1.214557 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Power | 12.726632 | 4.833699 | 3.452284 | 12.726632 | 10.145307 | 7.229362 | 8.324219 | -4.715500 | -4.268773 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 4.206966 | 1.009149 | 0.754826 | 3.875683 | -0.157158 | 4.206966 | -0.599216 | 0.346474 | 0.066271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Discontinuties | 12.817255 | 0.360162 | -0.704720 | -0.679759 | 1.159172 | 4.068772 | 4.046701 | 1.105476 | 12.817255 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 0.802176 | -0.189990 | 0.132272 | 0.598859 | 0.016387 | 0.802176 | -0.717281 | -0.745508 | -1.191391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 0.444048 | -0.037510 | -0.339477 | 0.096728 | 0.444048 | -0.492589 | 0.129747 | -0.735407 | -0.499448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Temporal Variability | 0.450304 | -0.192024 | -0.094898 | 0.079118 | 0.142707 | 0.450304 | -0.558001 | -0.409324 | -0.801350 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Shape | 0.994586 | 0.994586 | 0.405342 | 0.221250 | -0.229077 | 0.343106 | -0.834472 | 0.110024 | -0.368639 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Power | 0.276948 | -0.231976 | -0.076451 | -0.106271 | 0.276948 | -0.053628 | -0.432542 | -0.767938 | -1.055510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | 0.654000 | 0.654000 | -0.873718 | -0.663537 | 0.511911 | 0.213655 | 0.019189 | -0.682489 | 0.239324 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Power | 0.639490 | -0.432691 | -0.060993 | -0.501874 | 0.639490 | -0.403301 | -0.222774 | -1.023188 | -0.643705 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | nn Power | 0.276384 | -0.044391 | -0.122804 | 0.120002 | 0.276384 | -0.214827 | -0.184383 | -0.854795 | -0.767776 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | 0.373889 | 0.373889 | -0.334468 | 0.292900 | -0.587264 | -0.301977 | -1.070580 | -0.150189 | -0.693339 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Temporal Discontinuties | 600.145807 | 54.015051 | 157.639765 | 181.546243 | 295.197699 | 76.032556 | 232.156240 | 193.841291 | 600.145807 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Power | 0.680316 | -0.044940 | -0.722768 | 0.680316 | -0.849181 | -0.263135 | -0.980538 | -0.481123 | -0.690543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 54 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |